{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 使用SVM不同核函数对鸢尾花数据进行分类操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [svm.SVC](http://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## 设置属性防止中文乱码\n",
    "mpl.rcParams['font.sans-serif'] = [u'SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## 读取数据\n",
    "# 'sepal length', 'sepal width', 'petal length', 'petal width'\n",
    "iris_feature = u'花萼长度', u'花萼宽度', u'花瓣长度', u'花瓣宽度'\n",
    "path = './datas/iris.data'  # 数据文件路径\n",
    "data = pd.read_csv(path, header=None)\n",
    "x, y = data[list(range(4))], data[4]\n",
    "y = pd.Categorical(y).codes\n",
    "x = x[[0, 1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## 数据分割\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=28, train_size=0.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## 数据SVM分类器构建\n",
    "svm1 = SVC(C=1, kernel='linear')\n",
    "svm2 = SVC(C=1, kernel='rbf')\n",
    "svm3 = SVC(C=1, kernel='poly')\n",
    "svm4 = SVC(C=1, kernel='sigmoid')\n",
    "\n",
    "## 模型训练\n",
    "t0=time.time()\n",
    "svm1.fit(x_train, y_train)\n",
    "t1=time.time()\n",
    "svm2.fit(x_train, y_train)\n",
    "t2=time.time()\n",
    "svm3.fit(x_train, y_train)\n",
    "t3=time.time()\n",
    "svm4.fit(x_train, y_train)\n",
    "t4=time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LFi2eW6/+/fvD3t5e4+Yb6v2yt7fXuZz6gju1Bw8eYOzYsVi0aBEGDBiAzp07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e+fh8JCrVat1mrDwrRaV1et1thYq1WuHFduTZpotXZ2Wu3bb2u1MTFabXZ29dbn8OHD2jffVI4d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\nNQXWngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d56fb04828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 效果评估\n",
    "svm1_score1 = accuracy_score(y_train, svm1.predict(x_train))\n",
    "svm1_score2 = accuracy_score(y_test, svm1.predict(x_test))\n",
    "\n",
    "svm2_score1 = accuracy_score(y_train, svm2.predict(x_train))\n",
    "svm2_score2 = accuracy_score(y_test, svm2.predict(x_test))\n",
    "\n",
    "svm3_score1 = accuracy_score(y_train, svm3.predict(x_train))\n",
    "svm3_score2 = accuracy_score(y_test, svm3.predict(x_test))\n",
    "\n",
    "svm4_score1 = accuracy_score(y_train, svm4.predict(x_train))\n",
    "svm4_score2 = accuracy_score(y_test, svm4.predict(x_test))\n",
    "\n",
    "## 画图\n",
    "x_tmp = [0,1,2,3]\n",
    "t_score = [t1 - t0, t2-t1, t3-t2, t4-t3]\n",
    "y_score1 = [svm1_score1, svm2_score1, svm3_score1, svm4_score1]\n",
    "y_score2 = [svm1_score2, svm2_score2, svm3_score2, svm4_score2]\n",
    "\n",
    "plt.figure(facecolor='w', figsize=(12,6))\n",
    "\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.plot(x_tmp, y_score1, 'r-', lw=2, label=u'训练集准确率')\n",
    "plt.plot(x_tmp, y_score2, 'g-', lw=2, label=u'测试集准确率')\n",
    "plt.xlim(-0.3, 3.3)\n",
    "plt.ylim(np.min((np.min(y_score1), np.min(y_score2)))*0.9, np.max((np.max(y_score1), np.max(y_score2)))*1.1)\n",
    "plt.legend(loc = 'lower left')\n",
    "plt.title(u'模型预测准确率', fontsize=13)\n",
    "plt.xticks(x_tmp, [u'linear-SVM', u'rbf-SVM', u'poly-SVM', u'sigmoid-SVM'], rotation=0)\n",
    "plt.grid(b=True)\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(x_tmp, t_score, 'b-', lw=2, label=u'模型训练时间')\n",
    "plt.title(u'模型训练耗时', fontsize=13)\n",
    "plt.xticks(x_tmp, [u'linear-SVM', u'rbf-SVM', u'poly-SVM', u'sigmoid-SVM'], rotation=0)\n",
    "plt.xlim(-0.3, 3.3)\n",
    "plt.grid(b=True)\n",
    "\n",
    "plt.suptitle(u'鸢尾花数据SVM分类器不同内核函数模型比较', fontsize=16)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fvrbc0fHx8UKr1dp2p85PbGysUKvVeXJVBgcHi88//7xA3U2bNgnAlodUCCH2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\nh2czA8xV5Ojht2/bdI7CQDGNhquxsTb25p4rsbFAk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KhQzh/OIyILumPIjx4+YAHcuneP\nb7btYPOpfykS7M/Qlg1oWbVqrjJp5+bebrFYWHv0KEt37iQpOZmWtWvzXNOm2ZaP8jQOXrzIa/Pm\ncfjyZd756CPWf/MNswcPplKxYjaPN1ss/J5Oc+s6dejfpAnBWWhOlmVeW7yYH3cfItGkplSwhik9\nujKoWTObxyuKwvwdO5i9di1nb98mPDSUFzt04MXWrZ3iBbkZ5+uxsUxdvZ6f9u5HNsk0rxzB9O4d\nHfpAYOOJE4xfspJLtxMoWdCfd7p3sXsWoTVpU9KddW8/d243W7cuICYmmsqV69Cq1fOEhpZw+Hke\nBuHhjsFgSGTt2o/Ztm0BSUm3KFUqkm7dxlGzZkeHnicNjylDFhcXR+/evTGZTAQFBbFkyRIkqym1\nJpOJChUqUCE1oPnyyy+pUaNGtu0627wDowJJeCzBae07A0VR+G7IYvYvPY8hYQRQCsl/DVr9Osb/\n+RplapQBsn66HhUYyGMJ2Wvefvo03T/7jN5mMy1NJv5WqZil0zGsQwfe6pY/pmN+vWkTU5YuZbjJ\nRM233mL39OnM12j4bvhwm+ax7dQpesycSR+zmRYmE+dSNb/UsSMTunbNdPzF6GgavvMJ8cmNSZR7\nAncI0s+iZdUCrBr5Aho3B2e5GWdncz02lkrjppBkrICFVwENauag05zkzIy3KWdVqs1e0jQ7stzJ\nzZvneeed1hgMjZHlp4Hb6PVf8eijNXjllUW5qk/uTAIDo0hIyLzkwZvxBs2eFoALD3c+aZ58/PJl\nmr8/E4OpI0lyF+AKgfov6NmgEt8N7ptjEJ7Tvd1kNtNr5kwunD3LiwYDBYDlksQhf3+2Tprk0VOT\n07h17x6tp02j9N279DUY0E+axMwPPkBfqhRr33wTf6u/TaPJRM/PPuPS338zLFXzL5LEYX9/tk2a\nRBkbmicsW83nG/eSbByBRamEXrcRnXop68e+RJNHHnGR0qzxBA9/7YfFfL5pN2qGYaExKg6gMItB\nTeow74UhDj3XAgY45d7+889vsWXLDxiNL6Mo5dHpNqNWL2fcuDVUquT+Um3e4Gd5xRs0e0wAPmfO\nHB555BHatm3L8OHD6dixI126dMlwzKFDh1iyZAkffPBBrtsVNUQzc3jNYb7uux5Dwn7IkNLre4o9\nMp1rE96yqx6l0WSi/MiRzEtIoF267TeASEli1fjx1Ctf/qHbdwUXbt6k/sSJHDAaSd/TA6RMMbv0\n+ecZnorLJhPhI0awMDGRNumOv06K5l8nTKCu1RPlptM/J+rvnliUN9NtNRAgtWBm3wheaNnC8cLy\nGfUnv8uhSzWw8AsPVsIoqBlE5WLbOPXBVKed21FB+LRpbfjnn04oyuh0W5ORpFb07z+MZs0GOuQ8\nAt/C0wJw4eHOwfpBuKIoVHnzXc7dmAgMSrfnHoH6+vz4Yge73y5+tXkzS5YsYYMsZ8jaPV2tJuqR\nR/ht/Hi72ncFg+fMIfjgQWaazffTIpqBHjodtTp0YLLVNPTZGzfyy7Jl/GGl+R21mv1VqrDmjTcy\nHL/n7795/MN5JMpHgPQPgn+ncPAgrn8+w+0P0d3NuevXqfzmZGAfkH5J2lmgNvsnv+7w34KOrhV+\n9uxOPv64P7J8gJQc92msISTkNWbOPOf2h+iC/InH1AF/6aWXaNu2LQDR0dEULVo00zF79uxh5cqV\nNG3alGeffRaTyeTsbnklG7/YgyFhPGTKpz2A+H9ljttZ43rTyZOUM5szBN8AxYDhRiPzt261q31X\n8MOuXfS3WLC2hnpAc5WKFQcPZti+4cQJKlosGYJvgOLAiyZTJs1XY2I4ePEfLMprVp/QkyhP4ouN\nex2gIv9z8NIVLMwg4y1IhYXpnL5xDdmJ94DclC3Lidu3/00tUfWK1R4/ZHk8GzfOt6t9gcBTEB7u\nWLJa433s8mWuxsqQKdAIJsHwJl9u3GP3uedv2sREq0AUYJTFwq7z5zPVuPY0kmWZXw4d4q10wTek\nZESfZDQyf9u2TJ/5ftMm3rKhebTFwo5z54i+ezfD9jlbokgyjiRj8A3QCYOxJFtOnrRfSD5n8sqV\naGhPxuAboDJqejBpxUqHn9MRvp2ezZu/R5ZHkDH4BuiCLIdy5oz7ylMJfAPNlClTprjiRFFRUfz+\n++9MnDjR5v6RI0cycuRItmzZkvIkuEqVTMfMnTuXYcOGMXfuXKKvRdMtshvqe2pMxUyoDCqCdgYh\nXZQwljCCFvyO++F3yg8Ac6gZzS0NgfsC0V3TYSxjBFKmqenP6zEHmVECFKSLEv5H/NGf1SNXlB3e\nrrP6q76nZvX8DagM/Zk+/R/atbvInj0lMBi0DB58gj59yyNpLDwSGMgtjYZ9gYFc0+koY0xpNyow\nkGP+/hQymQhQFC5KEkf8/bmnVlPMZMKgUvFXsWJUf+wxqu3Zg9Zg4PjgwZxKTRKWdP48/9aoQUCD\nBpnaPa/XE2Q2Z9nuzqAgLkoSJYxGtMBxPz9O+aV8D6Fmc5b9fZh2k8uUoYjBQJ3z57kVEcHWmTO5\nXb06ZbZv54CiUHrIEG4XLHi/3X3JydTu2BFN6dIUO3wYQ0gIO6dP52K7dkhRURzy86NKq1b3+3v7\n2jX23VExemw5GjW6xvbtKdP+J02K4sknjVz89xCDG9Rx6/ewITiYy6nT9Bz9/ea2v/tOHCE6egLt\n2v3L8OFHKF36HocPFyMkRGL69AIYihShlNnssO9hV2AgF/T6DP3V+J1B8jtDEgGYzaFoNLcIDNyH\nTncNozFl3AIDo9Drz2M2B6EoAUjSRfz9j2CxRLNhw14CAoYwffpOq+vtOk89VYQCBYrmuV21+h4m\nUzFUKgNBQTuRpIsYjSUALX5+x/HzS6lBm5t2AwKOolKZHd6us/rriHYl6T+MxjL5pr+22t2z5weG\nDh2KpyE83H4PH7Ag63vVLYuFVRv/Qx/wrI17yg1adS5D0ZCgbO+BOXm4sU4dwtq2pbSVh+uA1Zcv\n0+bxxzlbpIjHevghnY5HGjemAhBq5eHVtm9nqtlM6759M7S7JS6O2kOHkmjl4VfbtWPfwYN0iozk\nWpEi9/u7aP0O/Is+yRtv3Mjk4R07VUCdFEONIkV82sMDKlbk74tFiY5uSrt2FzN4eHDIP7w8rgEJ\nYWEO/R7SPDxUOsVdY0XsvWerVPeIiqpGSEi4jesthsjIQCTJX3i48HCnebhLkrDduXOHdu3asXz5\ncsqVK5dpv8FgQK/XAylrx2RZZsyYMdm2KRK4ZObbwT+we2ETLOYpVnvu4acrzfkPp1KyYMEsP59T\nYo/Dly7x9PTpXJBlrCfmDNXpKNe5MxOffvqh++8K5m7dyrqff2alwQDAto8/puXYsShAXT8/Pnjl\nFdqlKzNy8OJFur/3Hn/b0Py8TkfFJ59kfLrpmPeSkig28g2S5NOAdSKPObSvsYj1Y150irbcktsk\nbM5EP3gksmUZ0NZqzx40qrbI333h0OQ1OWnO6/S2xMQ4Ro4Mx2g8TcockPR8Sa1auxg16ue8d9SB\niAQu+RNPm4IOwsPtJTdZza/ExFDp9ckkG//DehabRj2Z55rsZt6Qftm2kdN97qkPPuDJU6d43mr7\nv0BtSeLyl18SmDqOnojZYiH81Vf5LSGBWqnb0jx8NfBBqVLsnj49w2eefP99up05k2FSP8AloG6q\n5oB0mt/6ZRUfry+GwfS11SeMBEhl2DvpVaqXLu1gZXnD3R4+fulSPvz9MhaOZdqnoQnPt5T4euBA\nh57TWrO9U9KXLHmLjRvjMZlmWu2R0enKMXXqVkqWrGrXOezFG/wsr3iDZo+Zgi7LMj179uT999+3\nadwA/fv35+jRo5jNZlauXEmtWrVsHudKkqon5XyQh9FxbCv8NF8AUem2GvDTDaNzrdrZBt8A1ZOy\n11ynXDkqlirFGxoN6ScYrgVWqdUMadnyIXvuOvo+9hj7tFoWAQpQfd48LMAHajXm4GDaRERkOD4y\nPJxyJUsy3krzr8AajYbBLTKu5w7292dQ06b4SwOB9AZ5ggBpKm93edwZsvJETuPsCgY2q4OKF4D0\nyyJuoGIgz9R71OGZY3PSnNfpbQEBBWjS5Dl0uhdIqfiaxjEk6T2efNJ6CYLrSUqqnvNBXoYvanY2\nwsMfnryUFCtVsCCdatbCTzcMMKTbE4Ve+yVjO7TKsY2c7nOjunRhiiSRfhL1PWCoJDG0ZUuPDr4B\nNGo1r3XqxDBJIq1YUfV587gEjJMkxth4ATD66aeZJEmcSrftLvCCJDGsVasMwTfA8MdboNMsBdan\n22pC0oymbrmSbg++wf0ePvnpp1GrLqDiE1J+SZH637koHGFGjx4OP6e1ZnunpLdpMwyNZjGwMd1W\nIxrNaCpUiHR78A2+6We+pNnpb8C/+uorJkyYcN+QW7VqhdFo5N13371/zIkTJ+jbty+KotClSxem\nWz3BtIWvJ3CxJs3kfztyhGe/XoBZqYzFUhKF7bSqVpllLw9yiLneuneP3p99xpn//qO5Ws054IZO\nx08jRtDYA7KD5objly/T47PP0Ny7R4SicFClokiRIvwyZozNjKjRd+/Se+ZMzv33H81SNd/U6fhp\n5Egeq1Qp0/GyycTAb35g5aHD6DStUBGDyXKYrwb05rkmjV2g0POxWCy0++gzNp86h5aGgAYTu3ms\nfDl2vv2GW8t45fbJutFoYO7cYRw58isaTRtUqttYLEcYMOBLGjfu4+ReCrwVT3sDLjw87zxsHe8E\ng4Hus75n2+mzqGiBWn0Vjeosi18cwBO1azukb/P//JMxP/xApFpNKLDJZKJ7/frMHjIEnYNKTDoT\ni8XCmz/+yDfbttGElEcVB1QqJnXtyqhOnWx+Zt727YxbvJh6ajUhisJms5meDRsya/BgtDZqau84\nc4auX36LbCqDQgUslh3UKVeCNSOfp1BQkHMF5hO2nTpFh4+/QjYHo6EuFo6hUd9h1YghdHLQ32pu\nedi34adObWPWrH6YzWWA8lgs2wkPr8nIkT8SGJj9CyuBICs8Jgu6s3C2eUsXJeRw2WntOwpro4/6\n+28Gz5lD3N27hKhUXFUUBjVtysf9+uVorhcliXA5d5qP/vsvx//7j2IhIbSqVs2miXkqu86epftH\nHxFvNNKlXTtWbNhAsYAANk+eTMUs6ogCHLl0iRNXrlAsJITWERE5ZkK9dOsWO8+eJVCvp1316pme\ntLuLvIyzszl/4wazNm/GbLEwvFUrqpUq5ZTzPIzm3Jp6dPQ/nDu3Gz+/IB59tC16fcDDdNHhSNJF\nZDnc3d1wKd6g2dMCcGfhrR7+sME3pFQaGbNoEfN37aKkSsVdRaFASAjzXnrJ5sNea3J7n0swGNhw\n4gRJskzTypXzRfmx9HT77DPWHT1KYaBRu3b8vmEDg1u14ssBWd+z45OT2fjXXyTJMs0qV7b5sD09\nJrOZLadOcfPuXWqVKUONMmUcrOLh8RQPt1gsfPvnnxy6eJHqpUvzkpPqnkP2mu2Zjm4yGTl1agv3\n7kVTtmxtSpf2nDew3uBnecUbNOfWwz3/caebyA8BuLXR/xMdzVMffcTXBgNdARVwC+i3ezdjFIUv\nBlmvgspIXm7qtcqWpVbZsg/Vb3cSm5BAx/ffZ7yiMBbY1a4d327YwNjERJq8/TZXv/46SwOpXa4c\ntbOYgmmLcoULU65wYQf13HF4inkDVCxWjM/69nX6eR5Gc9r0tpzMvUiR8hQp4nnl97zByPKKL2oW\n2MbVHm5P4J3GmEWLOBcVxQWTicKkTOpdeecOT330EfvefZfwItaZuTOS2/tcoF5P18hI+zvsBgbP\nncuho0c5BjwCbGvXjjc2bKDd1q2UCgvjzSeesPm5ID+/PGnWajQZ8sF4Ep7i4Wq1mqEuWnqYnebc\nerUttFodNWq0t6tvzsIX/cyXNPt2McNsMIV5dhkVW2Y/a/16BppMdIP7JToKA4tlmUW7d3Pr3r1s\n2wzzgdIx43/5hZqKwnhAB4SdPIk/8CWgk2W+zgel1OzFF8bZGns0O7L0iSsxmfLXWy1H4IuaBbZx\nlYfnZZ13dty6d49Fu3fzgyyT9thWBXQDBppMzPrjjxzb8PZ7u8ViYUVUFItJCb4hxcPrAbOAWWvW\nuK9zLsTbx9kWudGcX706K3zRz3xJswjAsyC5RrK7u2CT7Mx+z+nTPGE2Z9oeBtTWajl86VK2bddI\n9kzNjmTvyZOkTw9SY948IOVC6AqsPXrUHd1yKb4wztbYq9nRNUhdQXJyDXd3weX4omaBbZzt4Y4K\nvNM4fOkSdbTaTFWJATqbzUSdOmVjT0a8/d5+7sYNjIpC+kwqaR7eGbjpAW+FXYG3j7Mtcqs5v/l0\ndviin/mSZhGAZ4HKoMr5IBeSG7MPDQjgmo3tCnBdUQgNyH5tqkHlWZqdQWBAQIa824aQkPv//y8Q\n5gMJVnxhnK1xlOb8ZO4qlSHng7wMX9QssI0zPdyRgXcaoQEBXLNYsJWU5xoQGhiYYxvefm8PCwrC\nREoW8zTSPPwaILmjU27A28fZFnnRnB8fmNvCF/3MlzSLADwLAqNyNjtXkVuzf7Z1az7T67F+Bvwr\noPj7U6989utUo3Jh8PmdsU8+yTfAzdR/R02aBMA54A/g7XQ1vb0VXxhnaxypOb+Ye2BgVM4HeRm+\nqFlgG2d4uKPfeqcnMjwcS0AAv1ltl4GZej39WrfOsQ1vv7cXDg6mTHAwn6XbFjVpEgrwPnhUojRn\n4u3jbIuH0ZwffDo7fNHPfEmzCMA9mLyafa+GDSlVuTIt9HqWAbuAiWo1z+v1fDt8OCoffGpqzVN1\n6xJZqRK1gW9IqeD8KdAA6P3YYzxSvLhb+yfIP+SXQFwgEDw8aT7srMA7DbVazXfDhzNEr2eiWs0u\nYBnQQq+ndOXK9GzQwLkdyCcsGjmST4D+wBZS3oY/Afyq0fDziBFu7ZvA8xAeLfBURBmydCiKwsGV\nB1n3xTrk2zKBpQJ5YvQTVG/n+kyYD2v2JrOZJXv38sOWLcQkJNCoalVe7diRikWL2jxeURRWHDjA\n3PXruSXLlA4K4pXOnWnrodk/HYGiKPT73//YsG8fgUFBJCUm0r9NGz7u3dvdXXMJBpUKvQdc9tF3\n7/LlH3+weu9eFEWhU716jOzYkRKhoQ4/lys021MKxRmoVAYUxTNK37kKb9AsypA9PDFXY1j36ToO\nrjlIcEgw1TtVp8PIDgSFPdzSImcH3bY4f/MmX65bx57TpykYGEi/1q3p3ahRlmUvr8TE8Pnvv7Pu\n0CGCg4NpX6MGr7Rv79XLqbafOsWguXOJi4khOCSEAH9/lo8cSbWSJd3dNZfgKR6+/tgxZq9dy7kb\nNwgvXJjhnTrRpU4dp7zssVezp/lzbvAGP8sr3qBZ1AF/CH4Y/QM7luzA0NgARYErIEVJdBnbhSfG\n2S5t4WhcbfhjFy1i/c6dvG0wUAPYC0yTJEY8/TSjOnVybWdcxOiFC9m4axdvGwxUB/aQonlU166M\n7NjR3d3zCa7GxNB08mTaJiYy2GRCAyzUaFjp58eOKVNyLLfjqeRHkxd4FiIAfzhunr/J1MZTSX4k\nGfOjZjCD9piWoJtBTN07lQLFCuSpPXcE33nl7xs3aDF1Kr0MBp41mzEC32i17AgOZufUqRRNl+PE\nWzh3/Totpk2jj8FAX7MZmRTNu4KD2eGlmj2RGatX8+3atUySZeoBR4Fpej3PtGrFux76MkP4s8AV\n5NbDxRT0VC4fv8z2+dsx9DdAdRhcezDUAbmfzKppq4i5GuPU87tiips1R//9lx937GCHwUAvwDx4\nMIOAP2WZaStXcj021rUdcgFHLl1i6c6d7DAY6EmK5sGkaJ68fDk34uLc3UWnc9zPz91dYMqyZXSP\nj+d/JhMNgXrAF2YzQxMTGb94scPP5yrNnjQt3c/vuLu74HJ8UbMghUWjFpFYMxFzWzOUhMENB2Pq\nbOJeqXv8MumXXLfjDi9+WF5fuJCRSUl8ajYTCQQOHsx3JhMd797lneXL3d09pzBu4UJGJyXxSarm\noMGDmWcy0e7uXaavWOHu7rkEd3v4v7dv8+Fvv7FDlnkOiAD6ADsNBr7ZvJnTV686/JyO0Owp3pxb\nfNHPfEmzCMBT2fPTHszVzeCf8u+IoIiU/wkBVTUVB5Y7742Eu8x+SVQUA41GCqb++3ZEiuYywFPA\nioMH3dMxJ/Jzqua0Sc5pmssCT6rVrPRCzdbc1mrd3QV+3r+f1yyWTNtfVRRWHz+O0cF1Tl2t2RMC\nca32tlvP7w58UbMA5GSZkxtOotR7MKEvzcPNDczsW7Iv28+7ap23I0k0GPjj9GmGp5vEmOZno1KX\nonkbCQYDG8+c4UUbml/zUs22cLeH/7J/P90VhRJW28OA/mYzS/bscfg5HaXZE7w5t/iin/mSZvf/\nEvcQkuKTsPg9CAg23N5w///NejOGeMenxne32SckJVE2nZGFb3iguZDZTLzB+8oBJCQmUiELzWFe\nqtmacDfXSlUUhUSTyWa925DU/bLZjM6BPzLcpTnN6N0x9U2Ww11+Tnfji5oFYDKYQAWkWzp438MD\nwJhotPk5d3uwPRhSl+6kX+md5meFgHijbc35mWSjEZ1KRfp82Gmaw/BOzbZwt4cnGAyEmc0294VZ\nLNxxQp1yR2sewAKPn5Lui37mS5rFG/BUIlpG4HfBj7QinPfN2wK6v3VUaV7FYefylCftzR59lFV+\nfvfrjqYZmRlYo9PRrHJlt/XNWTSrXj1rzRqNV2q2xt3mrVKpaFq2LKts7PsDiChShEC9Y5NwuFuz\nO564+5KRpeGLmgXgH+JPwXIF4cKDbfc9/DSEPxbuln45k9CAAMqGhrIl3bY0P1sFNMuh7Gh+pFBg\nICVDQtiWbpu3a7aFu/2sWeXKrJEkrOewKcAqPz+aV6vm8HO6W7M78EU/8yXNIgBPpU6XOoToQ9Bs\n0YAMEYERkATadVpKVSpFpcaV7D6HpwTeaTxVpw5xISFM0GhIAG5FRBALDNVqKV+mDI0qVnR3Fx3O\n03Xrcic4mIlqNYmkaI4BntdqeaRcORpUqODuLjqdWxqNu7vAxB49GCVJ/Mn9Z17sA4ZJEm/37Onw\n83mCZlcH4RrNLZeezxPwRc2ClId6Paf1RFovwZWUbREBEfAPSFslekzpkeF4T/Pih0GlUvF2jx48\nL0mkLZy6FRHBFuB1SWJC9+7u7J5TUKlUvN29O0MkiUOp225FRLAZeNNLNdvC3X7WompVwooX52Wt\nlrSsOfHAWI0Gc8GCdKpVy+HndIZmT5+O7ot+5kuaRQCeikar4a2tb1EtpBq6L3Q8r38e3WwdtSvW\nZtzacXaXVfBEs9dptWycOJFTVapQRqtl2fPPU16nw1S7NsvHjPHKuuFSquaTVatSRqdj2fPPU0Gn\nQ6lTh19Gj/ZKzWnEJyczYdky1sTH8+HatZgcvM4a4MR//zFn82YW7NxJTEJClse1rV6dWS+8wKCQ\nECrr9VTR6+keFMT7AwbwdGSk4/vl7+/wNh8GVxq+v/8Jl5zHk/BFzYIUGvRsQP8P+hO4JhC/uX4M\n0Q+hwNYCvPj9i1RrlfJGzhsC7/T0atSIyf368XRgINX8/Ph5yBCGFSjA3OHDaVG1qru75xT6NG7M\n288+S5d0moeHhvLN8OE0q+K4mYqeyJZTp+j71Vf8lpDAsd3KxykAACAASURBVH//dXj7SbLM0n37\nmLVpE7vOnSOrIkkqlYo1r7/O3Ro1CNfpqOvvT1mdjksREayfMCHLknn24EwP99Qg3Bf9zJc0izJk\nNoi9Fkuho4WIqxdHcOFgu9rKL2Z/LTaWo4UKUS8ujsLB9mnOL/iS5m+3bWPo/CWoqcpbk17knWkf\nolHfZN2YF3n80Uftbj9Jlun3xRfsOXuWzorCHbWazRYL7/fqxYtt2mT5OYvFwl9XrmBRFKqXLu0U\n4waICgzksWweCLgLZ65BCwyMIiHhMae174l4g2ZRhsw+zCYzV/66Qvkb5TG2MTJokfe/ZzCZzfx1\n5Qo3ypenjdGI2kn3UU8iTfPN8uV53Ms1J8syNSa8w9+3YtDQmbcmNWPqtLE0r1SBrRPGOkT7umPH\neG72bCJVKsqbzWxRqylUpAirxo2jWIGsS/hF373Lpdu3KV2wIMVDQ7M8zl5c4eGetibcG/wsr3iD\nZlEH3M3kl8Bb4P1cio6m/LhJKCwBnkzdqqDiSzTqiSTMnYlkZ8Kz4d98Q8y+fSw0GpFSt50HWkkS\nC0eNoqUT1oR5E55m/AL3IQJwxyF8WOANtJz+ITvOhWBhIw/S7t1ARUOGt67I7Oees6v9f6KjaTBx\nIqtlmcap2xTgLbWa3eXKsXXyZLvaz28IPxbYg6gD7kaE6Qs8idE/L0FNGx4E3wAqFEZgsZTi/d9+\ns6v92IQEft63j1npgm+AisDbssznv/5qV/u+gKdOgRMI8ivChwXeQLIs8+e5f7DwPRlz3hdDYTbz\nth+2+xxzN21igNl8P/iGlKIC0ywWzl+5wlEnTHf3ZIQfC1yBCMCzIDAqMOeDrMjv68uiAvOuOb/j\nC5pP/HsTM+3v/3vSpKh0e9tw4J9/7Gr/QnQ05bRaCtvY1ww4eeWKXe07gvwwzo5eHx4YGJXzQV6G\nL2oWZCTNh/PDNe9ohGbv4+8bN1DQAA/W9D/w8GYkm+PtPsdfFy/S1EZZMQ3QWK3m5NWrdp/DXlw9\nzp4QhPuin/mSZhGAZ4HKkLdkXPk58E7D4MUJyLLCFzSXLBSEmqP3/x0S8qDWuYojhBe2FTrnnhKh\noVw2mUiyse8UUNKJ68JyS34aZ0cF4iqV99e0t8YXNQtSsH4Anp+ueUchNHsfpQsVAozA9fvbHnj4\nKTQqP7vPUapwYU7b+B4VhIe7E1/0M1/SLALwLEiqbiucyEx+f+udnupJudPsTfiC5vd6dMPCD6RY\nKcybVz11zzYsHGTy00/b1X6J0FAaV6zIB1aJYOKBd/V6nm/f3vYHXUh+HGd7A/GkpOo5H+Rl+KJm\nXycrD86P17y9CM3eR2hgII8ULoqaN0gr2pni4TJqxtI2wv7a50PatOFLnQ7ruWpLgGR/f5pVrmz3\nOezFHePs7jJlvuhnvqRZBOBZYC6ceTpOerwp8E6jsI0pSN6OL2h+rFIlXmjeEKiHmlc4eXINGvoB\nnfio11MOyQD/9bBh/BwaSge9nrnA+yoVtSSJepGR9H3M/Rkt8/M4P+wPALPZvpkN+RFf1OzLZOfB\n+fmaf1iEZu9k4xsjkLSrUVMbmMPJkwtQUYWwwDMsf/Ulu9uvV748o7p0IVKSeEut5jugryQxOiCA\nJa+95hEZ5t05zu4Kwn3Rz3xJs8iCngXSRQk5XLa5z9sC7zQuShLhsm3N3oovaf7zzBnGL11B2Rq1\nuX32JJ/26Un1MmUc1n5aDdHtx44R5O9Pr6ZNaVypkkfUVveGcc5rZlZJuogshzunMx6KN2gWWdBz\nJjce7A3XfF4Rmr2XxORkJq9axYr9f9GkZRMiVCbGduiA1s4KJuk5eeUKC7Zv52ZMDHUqVeK5pk0J\n9ZA19p4wzq7Oju4NfpZXvEFzbj3ccVeul2ErAPfWwDsNT7jBuRpf0ty8ShV2vT2ebUFBtIy3P3GL\nNf6SxICmTRnQtKnD27YXbxjntKfwuf0R4A1Glld8UbMvkRcP9oZrPq8Izd5LgJ8fH/XuzUe9cZqH\nR5QqxQd9+zq8XUfgCeM8gAUuDcJ90c98SbP755V4KKYwU4Z/e3vwDRBmMuV8kJchNPsG3qQ5t+vS\nTKYwF/TGs/BFzb7Awyz58qZrPrcIzb6B0Ow+XDkd3Rf9zJc0iwA8C5JrJAPeudY7K2okJ7u7Cy5H\naPYNvFFzToF4cnINF/bGM/BFzd7Ow/qvN17zOSE0+wZCs3txVRDui37mS5pFAJ4FvReqfCbwTsMX\nyzwIzb6BN2vO6seAL5XzSMMXNXsr9j789uZrPiuEZt9AaHY/rgjCfdHPfEmzCMCtSDP9KA9JPOFK\nhGbfQGj2Pmz9GAgMjHJDT9yLL2r2Rhzx8Nvbr3lbCM2+gdDsGTg7CPdFP/MlzSIAT4evvfEWCATe\ng7trlgoE9uJLS74EAkH+R3iu4GERWdCxbfiPJSS4viNu4lpsLAt37ODavXscDQujf5MmFAoKcne3\nXIIvjXMaQrN3k/aDYGFCbzf3xPUkJLi/5rwg7zgj6PaVa95isbDhxAnWHz6MX2Agmho1aFq5skeU\nf3QFvjLO6RGaPQtnZUf3RT/zJc0+HYBnZ/r6/FkePc+s2L+fF775hmcUhRpGI3sliXdXrGD56NE0\nr1LF3d1zOr4yzukRmn2D55SfXV631N0oit7dXRDkEWe98faFaz7BYOCJGTOIvXqVPgYDRpWK5zdu\npFbVqvw4YgRajcbdXXQ6vjDO1gjNnkdey4TmBl/0M1/S7PQp6HFxcXTs2JG2bdvStWtX5Czq+A0Z\nMoTGjRvz7rvvOrtLuZrmdtzPz+n9cDfXY2N5fu5cNskyc41GWg4ezA+yzI8GAz0++4wkH6it6Qvj\nbI3Q7Bsc9/PzuWnpfn7H3d0Fr8NZHh5227nTzX3hmp/488+UvHyZAwYDrwNdBg3imMFAzKlTzFy/\n3t3dcwm+MM7WCM2eiyP91hf9zJc0Oz0AX7x4MaNHj2bjxo0UL16c9TZMYcWKFZjNZnbv3s3Vq1c5\nd+6cs7uVI7e13j85YOGuXTwD1En99+2ICADaApHAigMH3NQz1+EL42yN0OwbpNfsK4G4Vnvb3V3w\nOoSHeyZGk4kFu3Yxw2Qi7T337YgI9MB0WeZ/Gza4s3suw9vH2RZCs2/gi37mS5pViuK6eR3du3dn\n7NixNGrUKMP2ESNG0KFDBzp16sQvv/zCvXv3GDRoUKbPz507l7lz5wJw+vRpqlat6rS+RkdHU6RI\nEae174kIzb6B0OwbCM35k4sXL3Lr1i13d8MmwsM9G6HZNxCafQOhOX+SWw932SOlqKgoYmJiMhk3\nQEJCAqVKlQIgJCSEv//+22YbQ4cOZejQoU7tZxr16tXjgA+8AU6P0OwbCM2+gdAscCTCwz0fodk3\nEJp9A6HZu3FJAH7nzh1effVVli9fbnN/UFAQSUlJAMTHx2OxWFzRLYFAIBAIBDkgPFwgEAgEAsfh\n9DXgsizTs2dP3n//fcqVK2fzmMjISHbu3AnA0aNHCQ8Pd3a3BAKBQCAQ5IDwcIFAIBAIHItmypQp\nU5x5grlz5/LDDz9w9uxZ5s+fz6VLl9i0aROtW7e+f0z58uV57bXXOHfuHKtXr+bDDz/EzwMyHkZG\nRrq7Cy5HaPYNhGbfQGgW2Ivw8PyF0OwbCM2+gdDsvbg0CVt2xMTEsHHjRpo3b07x4sXd3R2BQCAQ\nCAS5RHi4QCAQCAS5w2MCcIFAIBAIBAKBQCAQCLwZp68BFwgEAoFAIBAIBAKBQCACcABu3LhBnTp1\nbO4zmUyULVuWli1b0rJlS44fP+7i3jmW3OoZMmQIjRs35t1333VxDx1PbjR72zin8dJLL/Hrr79m\nud+bxjmN7DR72zh/9dVX97XUrl2bYcOG2TzOm8Y5N5q9bZwF2SM8PDPedM0LDxcenoa3jbPwcB/2\ncEWg9OvXT6lSpYrNfQcPHlRef/11F/fIeeRGz/Lly5UBAwYoiqIow4cPV86ePeuCnjmP3Gj2tnFW\nFEX5888/la5du2a539vGWVFy1uyN45zGK6+8ouzfvz/Tdm8c5zSy0uzN4yzIjPDwjHjbNS883Dbe\nNs6KIjxceHgK3jzOafj8G/AtW7YQGBiYZdKYPXv2sHLlSpo2bcqzzz6LyWRycQ8dS270bNu2jZ49\newLQunXr++Vl8iu50ext42w0GnnhhRcIDw9n9erVNo/xtnHOjWZvG+c0rly5wvXr16lXr16mfd42\nzmlkp9lbx1mQGeHhwsNze0x+Qni48PA0vG2c0/B1D/fpAFyWZaZNm8aMGTOyPKZ+/fps376dnTt3\nEhoayu+//+7CHjqe3OhJSEigVKlSAISEhHDjxg1Xd9Oh5Eazt43zwoULiYiI4PXXX2ffvn18+eWX\nmY7xtnHOjWZvG+c0Zs+ezfDhw23u87ZxTiM7zd46zoKMCA8XHp6XY/ITwsOFh6fhbeOchq97uE8H\n4DNmzODll18mNDQ0y2Nq1qxJiRIlAKhatSrnzp1zVfecQm70BAUFkZSUBEB8fDwWi8WlfXQ0udHs\nbeN8+PBhhg4dSvHixenXrx9bt27NdIy3jXNuNHvbOANYLBa2bNlCq1atbO73tnGGnDV74zgLMiM8\nXHh4Xo7JTwgPFx6ehreNMwgPBx8PwDdt2sTs2bNp2bIlR44c4fnnn890TP/+/Tl69Chms5mVK1dS\nq1YtN/TUceRGT2Rk5P0pLkePHiU8PNzFvXQsudHsbeNcqVIlLly4AMCBAwcoV65cpmO8bZxzo9nb\nxhlgx44dNGrUCJVKZXO/t40z5KzZG8dZkBnh4cLD83JMfkJ4uPDwNLxtnEF4OCCSsKXRokUL5a+/\n/lImTpyYYfvx48eVGjVqKNWrV1cmTJjgpt45Dms9tjTHxcUpNWvWVEaNGqVUrVpViY2NdVNvHUNu\nNHvbON+9e1fp3r270qxZM6VRo0bKzp07vX6cc6PZ28ZZURRl/PjxyvLlyxVFUXzielaUnDV74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N30NCCOHPJCcXLzczAJecr5xxSs4XniIDcFFizZo1S5UpU0ZdvXpVKaVUUlKSeu6551TFihWd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A54yKRJIiCz+U3xa9tMMm5OKiemTx0P4n4mTWqUxoerOXpKa/P3lcuVfPPNJdzdb6fx4bcJ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\ntp5C7fUG5ZsU4YX6qdt8anQaOk1pj9q7DRBK4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Yg4wx4SC6GYuXhvBa2+GcLhCaMzfM68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\nMgv+AF5NFzf/q1OAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d56f988be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 预测结果画图\n",
    "### 画图比较\n",
    "N = 500\n",
    "x1_min, x2_min = x.min()\n",
    "x1_max, x2_max = x.max()\n",
    "\n",
    "t1 = np.linspace(x1_min, x1_max, N)\n",
    "t2 = np.linspace(x2_min, x2_max, N)\n",
    "x1, x2 = np.meshgrid(t1, t2)  # 生成网格采样点\n",
    "grid_show = np.dstack((x1.flat, x2.flat))[0] # 测试点\n",
    "\n",
    "## 获取各个不同算法的测试值\n",
    "svm1_grid_hat = svm1.predict(grid_show)\n",
    "svm1_grid_hat = svm1_grid_hat.reshape(x1.shape)  # 使之与输入的形状相同\n",
    "\n",
    "svm2_grid_hat = svm2.predict(grid_show)\n",
    "svm2_grid_hat = svm2_grid_hat.reshape(x1.shape)  # 使之与输入的形状相同\n",
    "\n",
    "svm3_grid_hat = svm3.predict(grid_show)\n",
    "svm3_grid_hat = svm3_grid_hat.reshape(x1.shape)  # 使之与输入的形状相同\n",
    "\n",
    "svm4_grid_hat = svm4.predict(grid_show)\n",
    "svm4_grid_hat = svm4_grid_hat.reshape(x1.shape)  # 使之与输入的形状相同\n",
    "\n",
    "## 画图\n",
    "cm_light = mpl.colors.ListedColormap(['#A0FFA0', '#FFA0A0', '#A0A0FF'])\n",
    "cm_dark = mpl.colors.ListedColormap(['g', 'r', 'b'])\n",
    "plt.figure(facecolor='w', figsize=(14,7))\n",
    "\n",
    "### svm\n",
    "plt.subplot(221)\n",
    "## 区域图\n",
    "plt.pcolormesh(x1, x2, svm1_grid_hat, cmap=cm_light)\n",
    "## 所以样本点\n",
    "plt.scatter(x[0], x[1], c=y, edgecolors='k', s=50, cmap=cm_dark)      # 样本\n",
    "## 测试数据集\n",
    "plt.scatter(x_test[0], x_test[1], s=120, facecolors='none', zorder=10)     # 圈中测试集样本\n",
    "## lable列表\n",
    "plt.xlabel(iris_feature[0], fontsize=13)\n",
    "plt.ylabel(iris_feature[1], fontsize=13)\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.title(u'鸢尾花Linear-SVM特征分类', fontsize=16)\n",
    "plt.grid(b=True, ls=':')\n",
    "plt.tight_layout(pad=1.5)\n",
    "\n",
    "plt.subplot(222)\n",
    "## 区域图\n",
    "plt.pcolormesh(x1, x2, svm2_grid_hat, cmap=cm_light)\n",
    "## 所以样本点\n",
    "plt.scatter(x[0], x[1], c=y, edgecolors='k', s=50, cmap=cm_dark)      # 样本\n",
    "## 测试数据集\n",
    "plt.scatter(x_test[0], x_test[1], s=120, facecolors='none', zorder=10)     # 圈中测试集样本\n",
    "## lable列表\n",
    "plt.xlabel(iris_feature[0], fontsize=13)\n",
    "plt.ylabel(iris_feature[1], fontsize=13)\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.title(u'鸢尾花rbf-SVM特征分类', fontsize=16)\n",
    "plt.grid(b=True, ls=':')\n",
    "plt.tight_layout(pad=1.5)\n",
    "\n",
    "plt.subplot(223)\n",
    "## 区域图\n",
    "plt.pcolormesh(x1, x2, svm3_grid_hat, cmap=cm_light)\n",
    "## 所以样本点\n",
    "plt.scatter(x[0], x[1], c=y, edgecolors='k', s=50, cmap=cm_dark)      # 样本\n",
    "## 测试数据集\n",
    "plt.scatter(x_test[0], x_test[1], s=120, facecolors='none', zorder=10)     # 圈中测试集样本\n",
    "## lable列表\n",
    "plt.xlabel(iris_feature[0], fontsize=13)\n",
    "plt.ylabel(iris_feature[1], fontsize=13)\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.title(u'鸢尾花poly-SVM特征分类', fontsize=16)\n",
    "plt.grid(b=True, ls=':')\n",
    "plt.tight_layout(pad=1.5)\n",
    "\n",
    "plt.subplot(224)\n",
    "## 区域图\n",
    "plt.pcolormesh(x1, x2, svm4_grid_hat, cmap=cm_light)\n",
    "## 所以样本点\n",
    "plt.scatter(x[0], x[1], c=y, edgecolors='k', s=50, cmap=cm_dark)      # 样本\n",
    "## 测试数据集\n",
    "plt.scatter(x_test[0], x_test[1], s=120, facecolors='none', zorder=10)     # 圈中测试集样本\n",
    "## lable列表\n",
    "plt.xlabel(iris_feature[0], fontsize=13)\n",
    "plt.ylabel(iris_feature[1], fontsize=13)\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.title(u'鸢尾花sigmoid-SVM特征分类', fontsize=16)\n",
    "plt.grid(b=True, ls=':')\n",
    "plt.tight_layout(pad=1.5)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
